Charley M. Wu

About

I'm the PI of the Human and Machine Cognition Lab, which is jointly funded by the Excellence Cluster "Machine Learning for Science" and the Tübingen AI Center. Previously, I was a Postdoc at Harvard University working jointly with Fiery Cushman and Sam Gershman, and before that I completed a PhD at the Center for Adaptive Rationality at the Max Planck Institute for Human Development in Berlin.

:boom: I am currently hiring two fully-funded PhD students! Please visit my new lab website to find out more: The Human and Machine Cognition Lab :boom:

My research is primarily concerned with understanding how people learn under uncertainty. Whereas optimal solutions are generally unobtainable in real-world environments, humans are able to learn with unrivaled robustness and efficiency. How do people take overwhelmingly rich and complex problems and transform them into compressed representations that facilitate rapid inference and generalization?

My work uses a combination of statistical and machine learning models to uncover the computational principles behind human learning and inference. I also often use biologically inspired multi-agent systems for studying social learning and collective intelligence. My work has so far focused on two main branches of learning: efficient exploration guided by generalization, and learning from others in a social environment.

You can download my CV here.

Research Interests

My current research interests include:

Background

Before starting my PhD in 2016, I completed an M.Sc. in Cognitive Science at the University of Vienna, where I was affiliated with the Austrian Institute for Artificial Intelligence (OFAI). Prior to that, I was trained in Philosophy at the University of British Columbia. Currently, I identify as a Cognitive Scientist, but dabble in Computational Neuroscience, Machine Learning, and Computational Biology.

Contact

Email : charleymswu[at]gmail[dot]com[de]

Charley M. Wu

University of Tübingen, Cluster of Excellence "Machine Learning", Maria-von-Linden-Str. 6, D-72076 Tübingen